Overview

Dataset statistics

Number of variables20
Number of observations6
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory1.1 KiB
Average record size in memory194.7 B

Variable types

NUM20

Reproduction

Analysis started2020-06-10 15:52:18.789250
Analysis finished2020-06-10 15:52:56.851645
Duration38.06 seconds
Versionpandas-profiling v2.8.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml

Warnings

ert-January is highly correlated with rf-January and 1 other fieldsHigh correlation
rf-January is highly correlated with ert-January and 1 other fieldsHigh correlation
dt-January is highly correlated with rf-January and 1 other fieldsHigh correlation
rf-April is highly correlated with lr-January and 9 other fieldsHigh correlation
lr-January is highly correlated with rf-April and 9 other fieldsHigh correlation
ert-April is highly correlated with lr-January and 10 other fieldsHigh correlation
dt-April is highly correlated with lr-January and 10 other fieldsHigh correlation
lr-July is highly correlated with lr-April and 4 other fieldsHigh correlation
lr-April is highly correlated with lr-JulyHigh correlation
rf-July is highly correlated with lr-January and 8 other fieldsHigh correlation
ert-July is highly correlated with lr-January and 8 other fieldsHigh correlation
dt-July is highly correlated with lr-January and 8 other fieldsHigh correlation
lr-October is highly correlated with lr-January and 10 other fieldsHigh correlation
rf-October is highly correlated with lr-January and 5 other fieldsHigh correlation
ert-October is highly correlated with lr-January and 6 other fieldsHigh correlation
dt-October is highly correlated with lr-January and 9 other fieldsHigh correlation
lr-Year is highly correlated with rf-April and 7 other fieldsHigh correlation
rf-Year is highly correlated with ert-July and 2 other fieldsHigh correlation
ert-Year is highly correlated with rf-YearHigh correlation
dt-Year is highly correlated with rf-YearHigh correlation
lr-January has unique values Unique
rf-January has unique values Unique
ert-January has unique values Unique
dt-January has unique values Unique
lr-April has unique values Unique
rf-April has unique values Unique
ert-April has unique values Unique
dt-April has unique values Unique
lr-July has unique values Unique
rf-July has unique values Unique
ert-July has unique values Unique
dt-July has unique values Unique
lr-October has unique values Unique
rf-October has unique values Unique
ert-October has unique values Unique
dt-October has unique values Unique
lr-Year has unique values Unique
rf-Year has unique values Unique
ert-Year has unique values Unique
dt-Year has unique values Unique

Variables

lr-January
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count6
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.33363289925005873
Minimum0.119905961145369
Maximum0.4824955531038594
Zeros0
Zeros (%)0.0%
Memory size256.0 B

Quantile statistics

Minimum0.1199059611
5-th percentile0.1663831635
Q10.3138516503
median0.3568974785
Q30.3787977821
95-th percentile0.4568182033
Maximum0.4824955531
Range0.362589592
Interquartile range (IQR)0.06494613185

Descriptive statistics

Standard deviation0.1204515081
Coefficient of variation (CV)0.3610300674
Kurtosis2.349477889
Mean0.3336328993
Median Absolute Deviation (MAD)0.03698569169
Skewness-1.083565013
Sum2.001797396
Variance0.0145085658
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.3058147704116.7%
 
0.3797861538116.7%
 
0.1199059611116.7%
 
0.3379622899116.7%
 
0.3758326671116.7%
 
0.4824955531116.7%
 
ValueCountFrequency (%) 
0.1199059611116.7%
 
0.3058147704116.7%
 
0.3379622899116.7%
 
0.3758326671116.7%
 
0.3797861538116.7%
 
0.4824955531116.7%
 
ValueCountFrequency (%) 
0.4824955531116.7%
 
0.3797861538116.7%
 
0.3758326671116.7%
 
0.3379622899116.7%
 
0.3058147704116.7%
 
0.1199059611116.7%
 

rf-January
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count6
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.15132679427837134
Minimum0.06717071261130797
Maximum0.307567015599354
Zeros0
Zeros (%)0.0%
Memory size256.0 B

Quantile statistics

Minimum0.06717071261
5-th percentile0.07531708447
Q10.1037497628
median0.1361928866
Q30.1599746287
95-th percentile0.2709455278
Maximum0.3075670156
Range0.240396303
Interquartile range (IQR)0.05622486592

Descriptive statistics

Standard deviation0.08431300929
Coefficient of variation (CV)0.5571584972
Kurtosis2.819663336
Mean0.1513267943
Median Absolute Deviation (MAD)0.03066243208
Skewness1.520029762
Sum0.9079607657
Variance0.007108683535
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.3075670156116.7%
 
0.1566553222116.7%
 
0.09975620005116.7%
 
0.115730451116.7%
 
0.1610810642116.7%
 
0.06717071261116.7%
 
ValueCountFrequency (%) 
0.06717071261116.7%
 
0.09975620005116.7%
 
0.115730451116.7%
 
0.1566553222116.7%
 
0.1610810642116.7%
 
0.3075670156116.7%
 
ValueCountFrequency (%) 
0.3075670156116.7%
 
0.1610810642116.7%
 
0.1566553222116.7%
 
0.115730451116.7%
 
0.09975620005116.7%
 
0.06717071261116.7%
 

ert-January
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count6
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.11087921385282297
Minimum0.07039295279321713
Maximum0.16355263565235972
Zeros0
Zeros (%)0.0%
Memory size256.0 B

Quantile statistics

Minimum0.07039295279
5-th percentile0.07380957075
Q10.08621489472
median0.103359939
Q30.1339224373
95-th percentile0.1578020747
Maximum0.1635526357
Range0.09315968286
Interquartile range (IQR)0.04770754254

Descriptive statistics

Standard deviation0.0356495499
Coefficient of variation (CV)0.3215169793
Kurtosis-1.141687301
Mean0.1108792139
Median Absolute Deviation (MAD)0.02613375032
Skewness0.5337937394
Sum0.6652752831
Variance0.001270890408
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.08405942461116.7%
 
0.1635526357116.7%
 
0.07039295279116.7%
 
0.140550392116.7%
 
0.114038573116.7%
 
0.09268130506116.7%
 
ValueCountFrequency (%) 
0.07039295279116.7%
 
0.08405942461116.7%
 
0.09268130506116.7%
 
0.114038573116.7%
 
0.140550392116.7%
 
0.1635526357116.7%
 
ValueCountFrequency (%) 
0.1635526357116.7%
 
0.140550392116.7%
 
0.114038573116.7%
 
0.09268130506116.7%
 
0.08405942461116.7%
 
0.07039295279116.7%
 

dt-January
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count6
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2020512997987701
Minimum0.06326931032784844
Maximum0.3858983625184741
Zeros0
Zeros (%)0.0%
Memory size256.0 B

Quantile statistics

Minimum0.06326931033
5-th percentile0.08402115712
Q10.1521547366
median0.1961879932
Q30.2240123647
95-th percentile0.3455456324
Maximum0.3858983625
Range0.3226290522
Interquartile range (IQR)0.07185762807

Descriptive statistics

Standard deviation0.1078303813
Coefficient of variation (CV)0.5336782362
Kurtosis1.643750346
Mean0.2020512998
Median Absolute Deviation (MAD)0.03910537232
Skewness0.8024935297
Sum1.212307799
Variance0.01162739113
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.169788854116.7%
 
0.06326931033116.7%
 
0.3858983625116.7%
 
0.1462766975116.7%
 
0.2244874421116.7%
 
0.2225871324116.7%
 
ValueCountFrequency (%) 
0.06326931033116.7%
 
0.1462766975116.7%
 
0.169788854116.7%
 
0.2225871324116.7%
 
0.2244874421116.7%
 
0.3858983625116.7%
 
ValueCountFrequency (%) 
0.3858983625116.7%
 
0.2244874421116.7%
 
0.2225871324116.7%
 
0.169788854116.7%
 
0.1462766975116.7%
 
0.06326931033116.7%
 

lr-April
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count6
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.33723078356228814
Minimum0.05611004389373008
Maximum0.4864112565596948
Zeros0
Zeros (%)0.0%
Memory size256.0 B

Quantile statistics

Minimum0.05611004389
5-th percentile0.1119359933
Q10.3008635078
median0.3742250617
Q30.4355589812
95-th percentile0.4780583014
Maximum0.4864112566
Range0.4303012127
Interquartile range (IQR)0.1346954733

Descriptive statistics

Standard deviation0.1555175032
Coefficient of variation (CV)0.4611604598
Kurtosis2.051102034
Mean0.3372307836
Median Absolute Deviation (MAD)0.08679279724
Skewness-1.389340113
Sum2.023384701
Variance0.0241856938
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.4864112566116.7%
 
0.3652125067116.7%
 
0.05611004389116.7%
 
0.452999436116.7%
 
0.3832376166116.7%
 
0.2794138415116.7%
 
ValueCountFrequency (%) 
0.05611004389116.7%
 
0.2794138415116.7%
 
0.3652125067116.7%
 
0.3832376166116.7%
 
0.452999436116.7%
 
0.4864112566116.7%
 
ValueCountFrequency (%) 
0.4864112566116.7%
 
0.452999436116.7%
 
0.3832376166116.7%
 
0.3652125067116.7%
 
0.2794138415116.7%
 
0.05611004389116.7%
 

rf-April
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count6
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.11210771433489321
Minimum0.035367278827838154
Maximum0.1562164538583798
Zeros0
Zeros (%)0.0%
Memory size256.0 B

Quantile statistics

Minimum0.03536727883
5-th percentile0.05149113119
Q10.1016160599
median0.1205545172
Q30.1386263379
95-th percentile0.1521850481
Maximum0.1562164539
Range0.120849175
Interquartile range (IQR)0.037010278

Descriptive statistics

Standard deviation0.04309190611
Coefficient of variation (CV)0.3843794905
Kurtosis1.736932298
Mean0.1121077143
Median Absolute Deviation (MAD)0.02011407124
Skewness-1.257283909
Sum0.672646286
Variance0.001856912373
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.03536727883116.7%
 
0.1562164539116.7%
 
0.09986268827116.7%
 
0.1068761749116.7%
 
0.1400908307116.7%
 
0.1342328594116.7%
 
ValueCountFrequency (%) 
0.03536727883116.7%
 
0.09986268827116.7%
 
0.1068761749116.7%
 
0.1342328594116.7%
 
0.1400908307116.7%
 
0.1562164539116.7%
 
ValueCountFrequency (%) 
0.1562164539116.7%
 
0.1400908307116.7%
 
0.1342328594116.7%
 
0.1068761749116.7%
 
0.09986268827116.7%
 
0.03536727883116.7%
 

ert-April
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count6
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.08574586055121954
Minimum0.032018744998587936
Maximum0.13090203164854447
Zeros0
Zeros (%)0.0%
Memory size256.0 B

Quantile statistics

Minimum0.032018745
5-th percentile0.04122245573
Q10.07222020576
median0.08614870972
Q30.1052968745
95-th percentile0.1257823686
Maximum0.1309020316
Range0.09888328665
Interquartile range (IQR)0.03307666875

Descriptive statistics

Standard deviation0.03420356021
Coefficient of variation (CV)0.3988945938
Kurtosis0.3700590038
Mean0.08574586055
Median Absolute Deviation (MAD)0.02079489566
Skewness-0.3957589807
Sum0.5144751633
Variance0.001169883531
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.08991736023116.7%
 
0.06883358794116.7%
 
0.1104233793116.7%
 
0.032018745116.7%
 
0.1309020316116.7%
 
0.08238005922116.7%
 
ValueCountFrequency (%) 
0.032018745116.7%
 
0.06883358794116.7%
 
0.08238005922116.7%
 
0.08991736023116.7%
 
0.1104233793116.7%
 
0.1309020316116.7%
 
ValueCountFrequency (%) 
0.1309020316116.7%
 
0.1104233793116.7%
 
0.08991736023116.7%
 
0.08238005922116.7%
 
0.06883358794116.7%
 
0.032018745116.7%
 

dt-April
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count6
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.15703710182004257
Minimum0.038348814197011305
Maximum0.2284040012733522
Zeros0
Zeros (%)0.0%
Memory size256.0 B

Quantile statistics

Minimum0.0383488142
5-th percentile0.06486397392
Q10.1456633557
median0.1680465854
Q30.1928924055
95-th percentile0.2200447938
Maximum0.2284040013
Range0.1900551871
Interquartile range (IQR)0.04722904985

Descriptive statistics

Standard deviation0.06590027508
Coefficient of variation (CV)0.419647805
Kurtosis2.18443478
Mean0.1570371018
Median Absolute Deviation (MAD)0.02527885922
Skewness-1.289679719
Sum0.9422226109
Variance0.004342846256
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.1949671715116.7%
 
0.1444094531116.7%
 
0.1494250634116.7%
 
0.0383488142116.7%
 
0.2284040013116.7%
 
0.1866681074116.7%
 
ValueCountFrequency (%) 
0.0383488142116.7%
 
0.1444094531116.7%
 
0.1494250634116.7%
 
0.1866681074116.7%
 
0.1949671715116.7%
 
0.2284040013116.7%
 
ValueCountFrequency (%) 
0.2284040013116.7%
 
0.1949671715116.7%
 
0.1866681074116.7%
 
0.1494250634116.7%
 
0.1444094531116.7%
 
0.0383488142116.7%
 

lr-July
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count6
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.35993037909060827
Minimum0.13115443546171146
Maximum0.4749322206105218
Zeros0
Zeros (%)0.0%
Memory size256.0 B

Quantile statistics

Minimum0.1311544355
5-th percentile0.1784109598
Q10.32802148
median0.3955399512
Q30.4415602826
95-th percentile0.4667579613
Maximum0.4749322206
Range0.3437777851
Interquartile range (IQR)0.1135388026

Descriptive statistics

Standard deviation0.1267480186
Coefficient of variation (CV)0.3521459313
Kurtosis1.894331729
Mean0.3599303791
Median Absolute Deviation (MAD)0.06102732538
Skewness-1.392912074
Sum2.159582275
Variance0.01606506021
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.4422351834116.7%
 
0.4749322206116.7%
 
0.3515443222116.7%
 
0.3201805326116.7%
 
0.1311544355116.7%
 
0.4395355803116.7%
 
ValueCountFrequency (%) 
0.1311544355116.7%
 
0.3201805326116.7%
 
0.3515443222116.7%
 
0.4395355803116.7%
 
0.4422351834116.7%
 
0.4749322206116.7%
 
ValueCountFrequency (%) 
0.4749322206116.7%
 
0.4422351834116.7%
 
0.4395355803116.7%
 
0.3515443222116.7%
 
0.3201805326116.7%
 
0.1311544355116.7%
 

rf-July
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count6
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.12951640613426021
Minimum0.022577378754648242
Maximum0.22339438485509988
Zeros0
Zeros (%)0.0%
Memory size256.0 B

Quantile statistics

Minimum0.02257737875
5-th percentile0.04051870017
Q10.1017797059
median0.1363103392
Q30.1602549598
95-th percentile0.2085866212
Maximum0.2233943849
Range0.2008170061
Interquartile range (IQR)0.05847525393

Descriptive statistics

Standard deviation0.06793758869
Coefficient of variation (CV)0.5245481303
Kurtosis0.7015220111
Mean0.1295164061
Median Absolute Deviation (MAD)0.03491033295
Skewness-0.3738996195
Sum0.7770984368
Variance0.004615515957
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.2233943849116.7%
 
0.1641633303116.7%
 
0.1485298482116.7%
 
0.1240908302116.7%
 
0.02257737875116.7%
 
0.0943426644116.7%
 
ValueCountFrequency (%) 
0.02257737875116.7%
 
0.0943426644116.7%
 
0.1240908302116.7%
 
0.1485298482116.7%
 
0.1641633303116.7%
 
0.2233943849116.7%
 
ValueCountFrequency (%) 
0.2233943849116.7%
 
0.1641633303116.7%
 
0.1485298482116.7%
 
0.1240908302116.7%
 
0.0943426644116.7%
 
0.02257737875116.7%
 

ert-July
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count6
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.08451028930561244
Minimum0.02096914575758375
Maximum0.11517455522648233
Zeros0
Zeros (%)0.0%
Memory size256.0 B

Quantile statistics

Minimum0.02096914576
5-th percentile0.03367377401
Q10.07505545768
median0.09270633962
Q30.1104267288
95-th percentile0.1148103406
Maximum0.1151745552
Range0.09420540947
Interquartile range (IQR)0.03537127116

Descriptive statistics

Standard deviation0.03535598575
Coefficient of variation (CV)0.4183630897
Kurtosis1.815902654
Mean0.08451028931
Median Absolute Deviation (MAD)0.02096501906
Skewness-1.362499324
Sum0.5070617358
Variance0.001250045728
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.1151745552116.7%
 
0.1005538248116.7%
 
0.08485885447116.7%
 
0.02096914576116.7%
 
0.07178765875116.7%
 
0.1137176969116.7%
 
ValueCountFrequency (%) 
0.02096914576116.7%
 
0.07178765875116.7%
 
0.08485885447116.7%
 
0.1005538248116.7%
 
0.1137176969116.7%
 
0.1151745552116.7%
 
ValueCountFrequency (%) 
0.1151745552116.7%
 
0.1137176969116.7%
 
0.1005538248116.7%
 
0.08485885447116.7%
 
0.07178765875116.7%
 
0.02096914576116.7%
 

dt-July
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count6
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1895569205366009
Minimum0.023337880200460803
Maximum0.34169361573760143
Zeros0
Zeros (%)0.0%
Memory size256.0 B

Quantile statistics

Minimum0.0233378802
5-th percentile0.05333833777
Q10.1533066801
median0.1910955584
Q30.2348302819
95-th percentile0.3179650118
Maximum0.3416936157
Range0.3183557355
Interquartile range (IQR)0.08152360179

Descriptive statistics

Standard deviation0.1061262815
Coefficient of variation (CV)0.5598649798
Kurtosis1.003050016
Mean0.1895569205
Median Absolute Deviation (MAD)0.05171974477
Skewness-0.2464468287
Sum1.137341523
Variance0.01126278762
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.3416936157116.7%
 
0.1989835277116.7%
 
0.1433397105116.7%
 
0.1832075891116.7%
 
0.0233378802116.7%
 
0.2467792116.7%
 
ValueCountFrequency (%) 
0.0233378802116.7%
 
0.1433397105116.7%
 
0.1832075891116.7%
 
0.1989835277116.7%
 
0.2467792116.7%
 
0.3416936157116.7%
 
ValueCountFrequency (%) 
0.3416936157116.7%
 
0.2467792116.7%
 
0.1989835277116.7%
 
0.1832075891116.7%
 
0.1433397105116.7%
 
0.0233378802116.7%
 

lr-October
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count6
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.31035700896660456
Minimum0.11574182438310665
Maximum0.4689741821398079
Zeros0
Zeros (%)0.0%
Memory size256.0 B

Quantile statistics

Minimum0.1157418244
5-th percentile0.1617649102
Q10.3019274907
median0.3113528291
Q30.3447892157
95-th percentile0.4404521919
Maximum0.4689741821
Range0.3532323578
Interquartile range (IQR)0.04286172508

Descriptive statistics

Standard deviation0.1141488753
Coefficient of variation (CV)0.3677986061
Kurtosis2.290597477
Mean0.310357009
Median Absolute Deviation (MAD)0.02752602678
Skewness-0.6642308453
Sum1.862142054
Variance0.01302996573
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.4689741821116.7%
 
0.3082074592116.7%
 
0.3548862214116.7%
 
0.3144981989116.7%
 
0.2998341678116.7%
 
0.1157418244116.7%
 
ValueCountFrequency (%) 
0.1157418244116.7%
 
0.2998341678116.7%
 
0.3082074592116.7%
 
0.3144981989116.7%
 
0.3548862214116.7%
 
0.4689741821116.7%
 
ValueCountFrequency (%) 
0.4689741821116.7%
 
0.3548862214116.7%
 
0.3144981989116.7%
 
0.3082074592116.7%
 
0.2998341678116.7%
 
0.1157418244116.7%
 

rf-October
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count6
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.12197957019517393
Minimum0.046202068174082914
Maximum0.18992672629845428
Zeros0
Zeros (%)0.0%
Memory size256.0 B

Quantile statistics

Minimum0.04620206817
5-th percentile0.06447323568
Q10.1196636275
median0.1212072959
Q30.1309405466
95-th percentile0.1759568689
Maximum0.1899267263
Range0.1437246581
Interquartile range (IQR)0.01127691917

Descriptive statistics

Standard deviation0.04585512219
Coefficient of variation (CV)0.3759246087
Kurtosis2.348487675
Mean0.1219795702
Median Absolute Deviation (MAD)0.007380279244
Skewness-0.3724241098
Sum0.7318774212
Variance0.002102692231
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.1340472967116.7%
 
0.1899267263116.7%
 
0.04620206817116.7%
 
0.1207942953116.7%
 
0.1216202965116.7%
 
0.1192867382116.7%
 
ValueCountFrequency (%) 
0.04620206817116.7%
 
0.1192867382116.7%
 
0.1207942953116.7%
 
0.1216202965116.7%
 
0.1340472967116.7%
 
0.1899267263116.7%
 
ValueCountFrequency (%) 
0.1899267263116.7%
 
0.1340472967116.7%
 
0.1216202965116.7%
 
0.1207942953116.7%
 
0.1192867382116.7%
 
0.04620206817116.7%
 

ert-October
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count6
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.09528968096763224
Minimum0.04713882874117527
Maximum0.13580809164755311
Zeros0
Zeros (%)0.0%
Memory size256.0 B

Quantile statistics

Minimum0.04713882874
5-th percentile0.05868914265
Q10.09359746541
median0.09495696405
Q30.1030389446
95-th percentile0.128240357
Maximum0.1358080916
Range0.08866926291
Interquartile range (IQR)0.009441479196

Descriptive statistics

Standard deviation0.02853057713
Coefficient of variation (CV)0.299408885
Kurtosis2.288175128
Mean0.09528968097
Median Absolute Deviation (MAD)0.006098534293
Skewness-0.5690212523
Sum0.5717380858
Variance0.0008139938314
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.1358080916116.7%
 
0.1055371529116.7%
 
0.09334008436116.7%
 
0.09554431957116.7%
 
0.09436960854116.7%
 
0.04713882874116.7%
 
ValueCountFrequency (%) 
0.04713882874116.7%
 
0.09334008436116.7%
 
0.09436960854116.7%
 
0.09554431957116.7%
 
0.1055371529116.7%
 
0.1358080916116.7%
 
ValueCountFrequency (%) 
0.1358080916116.7%
 
0.1055371529116.7%
 
0.09554431957116.7%
 
0.09436960854116.7%
 
0.09334008436116.7%
 
0.04713882874116.7%
 

dt-October
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count6
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.18207866157420047
Minimum0.050429933677600826
Maximum0.2846089004201243
Zeros0
Zeros (%)0.0%
Memory size256.0 B

Quantile statistics

Minimum0.05042993368
5-th percentile0.08029199393
Q10.1743730088
median0.1895569921
Q30.2041448506
95-th percentile0.2655669194
Maximum0.2846089004
Range0.2341789667
Interquartile range (IQR)0.02977184184

Descriptive statistics

Standard deviation0.07590163146
Coefficient of variation (CV)0.4168617607
Kurtosis2.426807095
Mean0.1820786616
Median Absolute Deviation (MAD)0.01928140093
Skewness-0.8139113875
Sum1.092471969
Variance0.005761057658
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.191256473116.7%
 
0.2846089004116.7%
 
0.2084409765116.7%
 
0.05042993368116.7%
 
0.1698781747116.7%
 
0.1878575112116.7%
 
ValueCountFrequency (%) 
0.05042993368116.7%
 
0.1698781747116.7%
 
0.1878575112116.7%
 
0.191256473116.7%
 
0.2084409765116.7%
 
0.2846089004116.7%
 
ValueCountFrequency (%) 
0.2846089004116.7%
 
0.2084409765116.7%
 
0.191256473116.7%
 
0.1878575112116.7%
 
0.1698781747116.7%
 
0.05042993368116.7%
 

lr-Year
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count6
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.3303154835067015
Minimum0.1739677805891321
Maximum0.4292079547444394
Zeros0
Zeros (%)0.0%
Memory size256.0 B

Quantile statistics

Minimum0.1739677806
5-th percentile0.2014630978
Q10.2947674934
median0.3460616496
Q30.3932087312
95-th percentile0.4225671703
Maximum0.4292079547
Range0.2552401742
Interquartile range (IQR)0.09844123781

Descriptive statistics

Standard deviation0.0925325779
Coefficient of variation (CV)0.2801339402
Kurtosis0.6877187647
Mean0.3303154835
Median Absolute Deviation (MAD)0.05934788387
Skewness-0.9597498009
Sum1.981892901
Variance0.008562277973
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.4292079547116.7%
 
0.1739677806116.7%
 
0.3649004737116.7%
 
0.3272228256116.7%
 
0.4026448171116.7%
 
0.2839490493116.7%
 
ValueCountFrequency (%) 
0.1739677806116.7%
 
0.2839490493116.7%
 
0.3272228256116.7%
 
0.3649004737116.7%
 
0.4026448171116.7%
 
0.4292079547116.7%
 
ValueCountFrequency (%) 
0.4292079547116.7%
 
0.4026448171116.7%
 
0.3649004737116.7%
 
0.3272228256116.7%
 
0.2839490493116.7%
 
0.1739677806116.7%
 

rf-Year
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count6
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.08645090822270486
Minimum0.03215376836023877
Maximum0.10815101320418047
Zeros0
Zeros (%)0.0%
Memory size256.0 B

Quantile statistics

Minimum0.03215376836
5-th percentile0.03907900693
Q10.07120067952
median0.1052466238
Q30.1073531975
95-th percentile0.1081264343
Maximum0.1081510132
Range0.07599724484
Interquartile range (IQR)0.036152518

Descriptive statistics

Standard deviation0.03255649343
Coefficient of variation (CV)0.3765893742
Kurtosis-0.09315632994
Mean0.08645090822
Median Absolute Deviation (MAD)0.002855231602
Skewness-1.263307896
Sum0.5187054493
Variance0.001059925264
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.05985472263116.7%
 
0.1081510132116.7%
 
0.1080526976116.7%
 
0.1052546974116.7%
 
0.1052385502116.7%
 
0.03215376836116.7%
 
ValueCountFrequency (%) 
0.03215376836116.7%
 
0.05985472263116.7%
 
0.1052385502116.7%
 
0.1052546974116.7%
 
0.1080526976116.7%
 
0.1081510132116.7%
 
ValueCountFrequency (%) 
0.1081510132116.7%
 
0.1080526976116.7%
 
0.1052546974116.7%
 
0.1052385502116.7%
 
0.05985472263116.7%
 
0.03215376836116.7%
 

ert-Year
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count6
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.06812514747658639
Minimum0.04697989289681595
Maximum0.07999164378879091
Zeros0
Zeros (%)0.0%
Memory size256.0 B

Quantile statistics

Minimum0.0469798929
5-th percentile0.0481554014
Q10.05748566141
median0.07589131477
Q30.07795753495
95-th percentile0.07957243077
Maximum0.07999164379
Range0.03301175089
Interquartile range (IQR)0.02047187353

Descriptive statistics

Standard deviation0.01472921212
Coefficient of variation (CV)0.2162081502
Kurtosis-1.615399686
Mean0.06812514748
Median Absolute Deviation (MAD)0.003261902985
Skewness-0.9565251615
Sum0.4087508849
Variance0.0002169496897
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.07688576461116.7%
 
0.05168192691116.7%
 
0.0469798929116.7%
 
0.07831479172116.7%
 
0.07999164379116.7%
 
0.07489686493116.7%
 
ValueCountFrequency (%) 
0.0469798929116.7%
 
0.05168192691116.7%
 
0.07489686493116.7%
 
0.07688576461116.7%
 
0.07831479172116.7%
 
0.07999164379116.7%
 
ValueCountFrequency (%) 
0.07999164379116.7%
 
0.07831479172116.7%
 
0.07688576461116.7%
 
0.07489686493116.7%
 
0.05168192691116.7%
 
0.0469798929116.7%
 

dt-Year
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count6
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.12991607043896955
Minimum0.03687726382718098
Maximum0.16870972712318485
Zeros0
Zeros (%)0.0%
Memory size256.0 B

Quantile statistics

Minimum0.03687726383
5-th percentile0.05865621119
Q10.126088758
median0.1450050273
Q30.1593382885
95-th percentile0.1665088763
Maximum0.1687097271
Range0.1318324633
Interquartile range (IQR)0.03324953051

Descriptive statistics

Standard deviation0.04872372958
Coefficient of variation (CV)0.3750400502
Kurtosis3.511882971
Mean0.1299160704
Median Absolute Deviation (MAD)0.0179566353
Skewness-1.812667393
Sum0.7794964226
Variance0.002374001825
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.1323758721116.7%
 
0.03687726383116.7%
 
0.1599063239116.7%
 
0.1239930533116.7%
 
0.1576341824116.7%
 
0.1687097271116.7%
 
ValueCountFrequency (%) 
0.03687726383116.7%
 
0.1239930533116.7%
 
0.1323758721116.7%
 
0.1576341824116.7%
 
0.1599063239116.7%
 
0.1687097271116.7%
 
ValueCountFrequency (%) 
0.1687097271116.7%
 
0.1599063239116.7%
 
0.1576341824116.7%
 
0.1323758721116.7%
 
0.1239930533116.7%
 
0.03687726383116.7%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

Sample

First rows

lr-Januaryrf-Januaryert-Januarydt-Januarylr-Aprilrf-Aprilert-Aprildt-Aprillr-Julyrf-Julyert-Julydt-Julylr-Octoberrf-Octoberert-Octoberdt-Octoberlr-Yearrf-Yearert-Yeardt-Year
00.1199060.0671710.0703930.0632690.0561100.0353670.0320190.0383490.1311540.0225770.0209690.0233380.1157420.0462020.0471390.0504300.1739680.0321540.0516820.036877
10.3797860.3075670.1635530.3858980.2794140.1068760.0688340.1494250.3201810.1240910.0848590.1832080.3144980.1216200.0933400.1698780.2839490.1081510.0783150.168710
20.3379620.1566550.1140390.2244870.4529990.1342330.0899170.1949670.4749320.1641630.1005540.2467790.2998340.1192870.0943700.1878580.3649000.1052550.0768860.157634
30.3758330.1157300.0926810.1697890.4864110.1400910.1104230.1866680.4395360.1485300.1151750.1989840.3548860.1207940.0955440.1912560.4026450.1080530.0799920.159906
40.3058150.0997560.0840590.1462770.3832380.0998630.0823800.1444090.3515440.0943430.0717880.1433400.3082070.1340470.1055370.2084410.3272230.0598550.0469800.123993
50.4824960.1610810.1405500.2225870.3652130.1562160.1309020.2284040.4422350.2233940.1137180.3416940.4689740.1899270.1358080.2846090.4292080.1052390.0748970.132376

Last rows

lr-Januaryrf-Januaryert-Januarydt-Januarylr-Aprilrf-Aprilert-Aprildt-Aprillr-Julyrf-Julyert-Julydt-Julylr-Octoberrf-Octoberert-Octoberdt-Octoberlr-Yearrf-Yearert-Yeardt-Year
00.1199060.0671710.0703930.0632690.0561100.0353670.0320190.0383490.1311540.0225770.0209690.0233380.1157420.0462020.0471390.0504300.1739680.0321540.0516820.036877
10.3797860.3075670.1635530.3858980.2794140.1068760.0688340.1494250.3201810.1240910.0848590.1832080.3144980.1216200.0933400.1698780.2839490.1081510.0783150.168710
20.3379620.1566550.1140390.2244870.4529990.1342330.0899170.1949670.4749320.1641630.1005540.2467790.2998340.1192870.0943700.1878580.3649000.1052550.0768860.157634
30.3758330.1157300.0926810.1697890.4864110.1400910.1104230.1866680.4395360.1485300.1151750.1989840.3548860.1207940.0955440.1912560.4026450.1080530.0799920.159906
40.3058150.0997560.0840590.1462770.3832380.0998630.0823800.1444090.3515440.0943430.0717880.1433400.3082070.1340470.1055370.2084410.3272230.0598550.0469800.123993
50.4824960.1610810.1405500.2225870.3652130.1562160.1309020.2284040.4422350.2233940.1137180.3416940.4689740.1899270.1358080.2846090.4292080.1052390.0748970.132376